build model with train data
library(tidyverse)
trainReady <- read_csv("data/trainReady.csv")
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|===============================================================================================================================================================================================================| 100% 152 MBtestReady <- read_csv("data/testReady.csv")————————————-build the base xgboost model——————————————–
predictors <- trainReady %>% select(-TARGET)
library(xgboost)
model_xgb <- xgboost(data = as.matrix(predictors), # training data as matrix
label = trainReady$TARGET,
nrounds = 250, # number of trees to build
objective = "binary:logistic", # objective
eta = 0.1,
depth = 20,
verbose = 0, # silent
eval_metric = "auc"
)
saveRDS(model_xgb, "XGboost_base_model.rds")
model_xgbneed to find a way for confustion matrix
model prediction
#xgboostmodel
finalTestData <- testReady[,]
prediction <- predict(model_xgb, as.matrix(finalTestData))
str(prediction)
options(scipen=999)
result <- data.frame("SK_ID_CURR"= testReady$SK_ID_CURR, "TARGET" = prediction )
write.csv(result, file = "result_xgb_boost_base_model.csv",row.names=FALSE)
base model score
here we define the two functions that we can resue later for building model and predicting data
getXgboostModel <- function(predictor,trainData,Nround,Eta,Depth) {
library(xgboost)
model <- xgboost(data = as.matrix(predictor), # training data as matrix
label = trainData$TARGET,
nrounds = Nround, # number of trees to build
objective = "binary:logistic", # objective
eta = Eta,
depth = Depth,
verbose = 0, # silent
eval_metric = "auc"
)
model
}
savePredictFromModel <- function(testReady,model,fileName) {
#xgboostmodel
finalTestData <- testReady[,]
prediction <- predict(model, as.matrix(finalTestData))
str(prediction)
options(scipen=999)
result <- data.frame("SK_ID_CURR"= testReady$SK_ID_CURR, "TARGET" = prediction )
write.csv(result, file = fileName,row.names=FALSE)
}————————————-build xgboost model with added features——————————————–
here we caclauate the anu_icome_ratio and added to the model and try to see if this feature improve the model
predictors2 <- predictors %>% mutate(anu_icome_ratio = AMT_ANNUITY/AMT_INCOME_TOTAL)
model_xgb2 <- getXgboostModel(predictors2,trainReady,250,0.1,20)
saveRDS(model_xgb2, "XGboost_model2.rds")
model_xgb2 predict test data
testPredictors2 <- testReady %>% mutate(anu_icome_ratio = AMT_ANNUITY/AMT_INCOME_TOTAL)
savePredictFromModel(testPredictors2,model_xgb2,"result_xgb_boost_model2.csv")
model 2 score
————————————-build xgboost model with added features and high coreated features removed——————————————–
remove high coreated features
tmp <- cor(trainReady, use = "pairwise.complete.obs")
tmp[upper.tri(tmp)] <- 0
diag(tmp) <- 0
newNumOnly <- trainReady[,!apply(tmp,2,function(x) any(x > 0.75))]
newNumOnlylibrary(xgboost)
predictors3 <- newNumOnly %>% select(-TARGET)
model_xgb3 <- getXgboostModel(predictors3,newNumOnly,250,0.1,20)
saveRDS(model_xgb3, "XGboost_model3.rds")
model_xgb3##### xgb.Booster
raw: 914.5 Kb
call:
xgb.train(params = params, data = dtrain, nrounds = nrounds,
watchlist = watchlist, verbose = verbose, print_every_n = print_every_n,
early_stopping_rounds = early_stopping_rounds, maximize = maximize,
save_period = save_period, save_name = save_name, xgb_model = xgb_model,
callbacks = callbacks, objective = "binary:logistic", eta = ..2,
depth = ..3, eval_metric = "auc")
params (as set within xgb.train):
objective = "binary:logistic", eta = "0.1", depth = "20", eval_metric = "auc", silent = "1"
xgb.attributes:
niter
callbacks:
cb.save.model(save_period = save_period, save_name = save_name)
niter: 250predict test data
testPredictors3 <- testReady %>% select(colnames(predictors3))
savePredictFromModel(testPredictors3,model_xgb3,"result_xgb_boost_model3.csv") num [1:48744] 0.0239 0.0955 0.0139 0.0253 0.081 ...
model 3 score
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